While estimating CI (in line 2), we explored tree specific methods (local increments [1]} and Tree SHAP [2]}) that could provide this information. We chose Tree SHAP algorithm as it provided the best accuracy. Tree SHAP estimates the SHAP values of each feature \(i\)  from \(1,...,N\) . The fundamental procedure is given as:
